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I have created azure devops with a few organizations/projects in it. Do I need to scale or replicate it across different datacenters so all the developers across the globe can access it? Any references appreciated.

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Manual intervention is not required for your Azure Devops organisation to be accessible to different developers accross the globe.

The on-premises version of Azure Devops can be scaled with multi-server deployments. However it's common to only deploy these servers to a single datacenter.

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Azure DevOps is already replicated across multiple Azure Data Centers. They did this after the south east data center hosting Azure Devops (then VSTS) went down for a few days, bringing down the service. By going with a cloud provider, this is one of the benefits you (assume) you get. Automatic (geo)replication/redundancy of SAAS products. You don't have to manage this, but if something goes wrong, you have no control (or responsibility) to fix it.

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